{"id":"W4221059870","doi":"10.1108/oxan-es267881","title":"Canada survey detects socially corrosive COVID impact","year":2022,"lang":"en","type":"other","venue":"Emerald expert briefings","topic":"Public Health and Nutrition","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Survey research; Survey data collection; Virology; Medicine; Sociology; Statistics; Socioeconomics; Mathematics; Outbreak","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003115382,0.0003819015,0.0007252448,0.000181719,0.0001969011,0.00002772755,0.0001897181,0.0002974938,0.03607649],"category_scores_gemma":[0.0006229292,0.0003746021,0.0001620697,0.0003269983,0.00005458197,0.00003916298,0.00007413929,0.0005756266,0.00002952333],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001639147,"about_ca_system_score_gemma":0.01238078,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9986811,"about_ca_topic_score_gemma":0.9496158,"domain_scores_codex":[0.9975843,0.0001969766,0.0003448567,0.0004920379,0.0006973404,0.0006844263],"domain_scores_gemma":[0.9984012,0.0001262646,0.0002610044,0.000391249,0.00009152561,0.000728743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001472194,0.00005781268,0.0002514158,0.0001258558,0.00007974646,0.0001450771,0.0001276665,9.218721e-8,0.00003714267,0.000008134813,0.9976884,0.001331474],"study_design_scores_gemma":[0.001370129,0.000228064,0.003874795,0.0000902267,0.00001856857,0.00006038431,0.000007783751,0.000005548983,0.00001591371,0.000009257657,0.9939727,0.0003466158],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005559452,0.02040005,0.0002352042,0.8156123,0.002448916,0.004691156,0.006519539,0.001285687,0.1482513],"genre_scores_gemma":[0.0005588596,0.001148808,0.0001683775,0.696903,0.00144678,0.0002025462,0.006010288,0.0007152751,0.2928461],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1445948,"threshold_uncertainty_score":0.9998706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02396673681266765,"score_gpt":0.319264191216395,"score_spread":0.2952974544037273,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}